Overview
Brought to you by YData
Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 179 |
| Missing cells | 1548 |
| Missing cells (%) | 32.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 118.5 KiB |
| Average record size in memory | 678.0 B |
Variable types
| Text | 1 |
|---|---|
| DateTime | 3 |
| Categorical | 7 |
| Numeric | 16 |
Dataset
| Description | Ezin 025 - Vital signs monitoring |
|---|---|
| Creator | RP2 Clinical Data Harmonization Project |
| URL | HEAT Research Projects |
Variable descriptions
| study_source | Source study identifier |
|---|---|
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count - immune function indicator |
| HIV viral load (copies/mL) | HIV RNA copies per mL - treatment efficacy marker |
| Albumin (g/dL) | Serum albumin - liver function and nutritional status |
| primary_date | Primary date of measurement/visit |
| Age (at enrolment) | Patient age at study enrollment |
BMI (kg/m²) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 5 other fields | High correlation |
Clinical Study ID is highly overall correlated with Patient ID | High correlation |
HEAT_VULNERABILITY_SCORE is highly overall correlated with BMI (kg/m²) and 17 other fields | High correlation |
Heart rate (bpm) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
Height is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
Height (m) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
Other measures of obesity is highly overall correlated with BMI (kg/m²) and 5 other fields | High correlation |
Patient ID is highly overall correlated with Clinical Study ID and 7 other fields | High correlation |
Respiratory rate (breaths/min) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
Temperature (°C) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
Weight (kg) is highly overall correlated with BMI (kg/m²) and 5 other fields | High correlation |
coordinate_source is highly overall correlated with HEAT_VULNERABILITY_SCORE and 4 other fields | High correlation |
heart rate is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
jhb_subregion is highly overall correlated with BMI (kg/m²) and 14 other fields | High correlation |
longitude is highly overall correlated with BMI (kg/m²) and 14 other fields | High correlation |
month is highly overall correlated with HEAT_VULNERABILITY_SCORE and 2 other fields | High correlation |
oral temperature is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
original_record_index is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
respiration rate is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
season is highly overall correlated with HEAT_VULNERABILITY_SCORE and 4 other fields | High correlation |
weight is highly overall correlated with BMI (kg/m²) and 5 other fields | High correlation |
year is highly overall correlated with HEAT_VULNERABILITY_SCORE and 3 other fields | High correlation |
longitude is highly imbalanced (84.6%) | Imbalance |
jhb_subregion is highly imbalanced (84.6%) | Imbalance |
heart rate has 129 (72.1%) missing values | Missing |
weight has 129 (72.1%) missing values | Missing |
Height has 129 (72.1%) missing values | Missing |
oral temperature has 129 (72.1%) missing values | Missing |
respiration rate has 129 (72.1%) missing values | Missing |
Other measures of obesity has 129 (72.1%) missing values | Missing |
BMI (kg/m²) has 129 (72.1%) missing values | Missing |
Height (m) has 129 (72.1%) missing values | Missing |
Weight (kg) has 129 (72.1%) missing values | Missing |
Temperature (°C) has 129 (72.1%) missing values | Missing |
Heart rate (bpm) has 129 (72.1%) missing values | Missing |
Respiratory rate (breaths/min) has 129 (72.1%) missing values | Missing |
anonymous_patient_id has unique values | Unique |
Patient ID has unique values | Unique |
original_record_index has unique values | Unique |
Reproduction
| Analysis started | 2025-11-11 10:50:50.796632 |
|---|---|
| Analysis finished | 2025-11-11 10:55:33.568605 |
| Duration | 4 minutes and 42.77 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
anonymous_patient_id
Text
Unique
| Distinct | 179 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Unique
| Unique | 179 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | HEAT_86780BEB8207 |
|---|---|
| 2nd row | HEAT_E41FAC8BEC53 |
| 3rd row | HEAT_4FB589B26473 |
| 4th row | HEAT_B5EFC15EA0E1 |
| 5th row | HEAT_AE8DDF94E146 |
| Value | Count | Frequency (%) |
| heat_86780beb8207 | 1 | 0.6% |
| heat_e41fac8bec53 | 1 | 0.6% |
| heat_4fb589b26473 | 1 | 0.6% |
| heat_b5efc15ea0e1 | 1 | 0.6% |
| heat_ae8ddf94e146 | 1 | 0.6% |
| heat_a8d62c35de7e | 1 | 0.6% |
| heat_b9673d69aded | 1 | 0.6% |
| heat_3b7cbb8cbf9d | 1 | 0.6% |
| heat_8d23552d6add | 1 | 0.6% |
| heat_55dcd595bb95 | 1 | 0.6% |
| Other values (169) | 169 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 322 | 10.6% |
| A | 313 | 10.3% |
| H | 179 | 5.9% |
| T | 179 | 5.9% |
| _ | 179 | 5.9% |
| 9 | 147 | 4.8% |
| 0 | 143 | 4.7% |
| 4 | 139 | 4.6% |
| C | 139 | 4.6% |
| 5 | 138 | 4.5% |
| Other values (9) | 1165 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 322 | 10.6% |
| A | 313 | 10.3% |
| H | 179 | 5.9% |
| T | 179 | 5.9% |
| _ | 179 | 5.9% |
| 9 | 147 | 4.8% |
| 0 | 143 | 4.7% |
| 4 | 139 | 4.6% |
| C | 139 | 4.6% |
| 5 | 138 | 4.5% |
| Other values (9) | 1165 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 322 | 10.6% |
| A | 313 | 10.3% |
| H | 179 | 5.9% |
| T | 179 | 5.9% |
| _ | 179 | 5.9% |
| 9 | 147 | 4.8% |
| 0 | 143 | 4.7% |
| 4 | 139 | 4.6% |
| C | 139 | 4.6% |
| 5 | 138 | 4.5% |
| Other values (9) | 1165 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 322 | 10.6% |
| A | 313 | 10.3% |
| H | 179 | 5.9% |
| T | 179 | 5.9% |
| _ | 179 | 5.9% |
| 9 | 147 | 4.8% |
| 0 | 143 | 4.7% |
| 4 | 139 | 4.6% |
| C | 139 | 4.6% |
| 5 | 138 | 4.5% |
| Other values (9) | 1165 |
primary_date
Date
Primary date of measurement/visit
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
year
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.7 KiB |
| 2021 | |
|---|---|
| 2020 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020 |
|---|---|
| 2nd row | 2020 |
| 3rd row | 2020 |
| 4th row | 2020 |
| 5th row | 2020 |
Common Values
| Value | Count | Frequency (%) |
| 2021 | 148 | |
| 2020 | 31 | 17.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2021 | 148 | |
| 2020 | 31 | 17.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 358 | |
| 0 | 210 | |
| 1 | 148 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 716 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 358 | |
| 0 | 210 | |
| 1 | 148 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 716 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 358 | |
| 0 | 210 | |
| 1 | 148 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 716 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 358 | |
| 0 | 210 | |
| 1 | 148 |
month
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4860335 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0434264 |
|---|---|
| Coefficient of variation (CV) | 0.55475899 |
| Kurtosis | -0.70995305 |
| Mean | 5.4860335 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.077888098 |
| Sum | 982 |
| Variance | 9.2624443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 6 | 50 | |
| 7 | 31 | |
| 1 | 29 | |
| 2 | 15 | 8.4% |
| 3 | 12 | 6.7% |
| 10 | 12 | 6.7% |
| 5 | 10 | 5.6% |
| 9 | 9 | 5.0% |
| 11 | 5 | 2.8% |
| 12 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 1 | 29 | |
| 2 | 15 | 8.4% |
| 3 | 12 | 6.7% |
| 4 | 1 | 0.6% |
| 5 | 10 | 5.6% |
| 6 | 50 | |
| 7 | 31 | |
| 9 | 9 | 5.0% |
| 10 | 12 | 6.7% |
| 11 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 12 | 5 | 2.8% |
| 11 | 5 | 2.8% |
| 10 | 12 | 6.7% |
| 9 | 9 | 5.0% |
| 7 | 31 | |
| 6 | 50 | |
| 5 | 10 | 5.6% |
| 4 | 1 | 0.6% |
| 3 | 12 | 6.7% |
| 2 | 15 | 8.4% |
season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| Winter | |
|---|---|
| Summer | |
| Spring | |
| Autumn |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Spring |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Winter | 81 | |
| Summer | 49 | |
| Spring | 26 | 14.5% |
| Autumn | 23 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 81 | |
| summer | 49 | |
| spring | 26 | 14.5% |
| autumn | 23 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1074 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1074 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1074 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
longitude
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.2 KiB |
| 28.0473 | |
|---|---|
| 27.9394 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.0473 |
|---|---|
| 2nd row | 28.0473 |
| 3rd row | 28.0473 |
| 4th row | 28.0473 |
| 5th row | 28.0473 |
Common Values
| Value | Count | Frequency (%) |
| 28.0473 | 175 | |
| 27.9394 | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.0473 | 175 | |
| 27.9394 | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 7 | 179 | |
| 4 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1253 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 7 | 179 | |
| 4 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1253 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 7 | 179 | |
| 4 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1253 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 7 | 179 | |
| 4 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
jhb_subregion
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.9 KiB |
| Central_JHB | |
|---|---|
| Western_JHB | 4 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Central_JHB |
|---|---|
| 2nd row | Central_JHB |
| 3rd row | Central_JHB |
| 4th row | Central_JHB |
| 5th row | Central_JHB |
Common Values
| Value | Count | Frequency (%) |
| Central_JHB | 175 | |
| Western_JHB | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| central_jhb | 175 | |
| western_jhb | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 183 | |
| t | 179 | |
| n | 179 | |
| r | 179 | |
| J | 179 | |
| B | 179 | |
| _ | 179 | |
| H | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1969 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 183 | |
| t | 179 | |
| n | 179 | |
| r | 179 | |
| J | 179 | |
| B | 179 | |
| _ | 179 | |
| H | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1969 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 183 | |
| t | 179 | |
| n | 179 | |
| r | 179 | |
| J | 179 | |
| B | 179 | |
| _ | 179 | |
| H | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1969 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 183 | |
| t | 179 | |
| n | 179 | |
| r | 179 | |
| J | 179 | |
| B | 179 | |
| _ | 179 | |
| H | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
heart rate
Real number (ℝ)
High correlation Missing
| Distinct | 34 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78 |
| Minimum | 50 |
|---|---|
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 55.45 |
| Q1 | 70.25 |
| median | 76 |
| Q3 | 86 |
| 95-th percentile | 102.2 |
| Maximum | 110 |
| Range | 60 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 13.810673 |
|---|---|
| Coefficient of variation (CV) | 0.17705991 |
| Kurtosis | -0.15961177 |
| Mean | 78 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.20889091 |
| Sum | 3900 |
| Variance | 190.73469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 74 | 4 | 2.2% |
| 72 | 3 | 1.7% |
| 67 | 3 | 1.7% |
| 83 | 2 | 1.1% |
| 84 | 2 | 1.1% |
| 96 | 2 | 1.1% |
| 73 | 2 | 1.1% |
| 86 | 2 | 1.1% |
| 64 | 2 | 1.1% |
| 80 | 2 | 1.1% |
| Other values (24) | 26 | 14.5% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.6% |
| 51 | 1 | 0.6% |
| 55 | 1 | 0.6% |
| 56 | 1 | 0.6% |
| 60 | 1 | 0.6% |
| 63 | 1 | 0.6% |
| 64 | 2 | |
| 66 | 1 | 0.6% |
| 67 | 3 | |
| 70 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 96 | 2 | |
| 94 | 1 | |
| 91 | 1 | |
| 89 | 1 | |
| 88 | 1 |
weight
Real number (ℝ)
High correlation Missing
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.736 |
| Minimum | 49.9 |
|---|---|
| Maximum | 117.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 49.9 |
|---|---|
| 5-th percentile | 50.85 |
| Q1 | 60.55 |
| median | 73.1 |
| Q3 | 84.9 |
| 95-th percentile | 107.7 |
| Maximum | 117.8 |
| Range | 67.9 |
| Interquartile range (IQR) | 24.35 |
Descriptive statistics
| Standard deviation | 17.108761 |
|---|---|
| Coefficient of variation (CV) | 0.22892262 |
| Kurtosis | -0.14569641 |
| Mean | 74.736 |
| Median Absolute Deviation (MAD) | 12.05 |
| Skewness | 0.57554181 |
| Sum | 3736.8 |
| Variance | 292.7097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 90 | 2 | 1.1% |
| 70.9 | 2 | 1.1% |
| 73.1 | 2 | 1.1% |
| 68.9 | 1 | 0.6% |
| 112.4 | 1 | 0.6% |
| 58.2 | 1 | 0.6% |
| 61.6 | 1 | 0.6% |
| 109.5 | 1 | 0.6% |
| 50 | 1 | 0.6% |
| 100.1 | 1 | 0.6% |
| Other values (37) | 37 | 20.7% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 49.9 | 1 | |
| 50 | 1 | |
| 50.4 | 1 | |
| 51.4 | 1 | |
| 53.8 | 1 | |
| 54.5 | 1 | |
| 54.6 | 1 | |
| 55 | 1 | |
| 56.2 | 1 | |
| 58.2 | 1 |
| Value | Count | Frequency (%) |
| 117.8 | 1 | |
| 112.4 | 1 | |
| 109.5 | 1 | |
| 105.5 | 1 | |
| 100.1 | 1 | |
| 97.3 | 1 | |
| 91.9 | 1 | |
| 90 | 2 | |
| 89.6 | 1 | |
| 88.4 | 1 |
Height
Real number (ℝ)
High correlation Missing
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.681 |
| Minimum | 1.52 |
|---|---|
| Maximum | 1.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.52 |
|---|---|
| 5-th percentile | 1.559 |
| Q1 | 1.62 |
| median | 1.68 |
| Q3 | 1.75 |
| 95-th percentile | 1.79 |
| Maximum | 1.87 |
| Range | 0.35 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.080311892 |
|---|---|
| Coefficient of variation (CV) | 0.047776259 |
| Kurtosis | -0.52690869 |
| Mean | 1.681 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.19250412 |
| Sum | 84.05 |
| Variance | 0.00645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1.61 | 4 | 2.2% |
| 1.72 | 4 | 2.2% |
| 1.75 | 4 | 2.2% |
| 1.68 | 3 | 1.7% |
| 1.65 | 3 | 1.7% |
| 1.64 | 3 | 1.7% |
| 1.79 | 3 | 1.7% |
| 1.77 | 2 | 1.1% |
| 1.69 | 2 | 1.1% |
| 1.55 | 2 | 1.1% |
| Other values (16) | 20 | 11.2% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 1.52 | 1 | 0.6% |
| 1.55 | 2 | |
| 1.57 | 1 | 0.6% |
| 1.58 | 2 | |
| 1.59 | 1 | 0.6% |
| 1.6 | 1 | 0.6% |
| 1.61 | 4 | |
| 1.62 | 2 | |
| 1.63 | 2 | |
| 1.64 | 3 |
| Value | Count | Frequency (%) |
| 1.87 | 1 | 0.6% |
| 1.85 | 1 | 0.6% |
| 1.79 | 3 | |
| 1.78 | 1 | 0.6% |
| 1.77 | 2 | |
| 1.76 | 2 | |
| 1.75 | 4 | |
| 1.73 | 1 | 0.6% |
| 1.72 | 4 | |
| 1.71 | 1 | 0.6% |
oral temperature
Real number (ℝ)
High correlation Missing
| Distinct | 17 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.488 |
| Minimum | 35.2 |
|---|---|
| Maximum | 37.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 35.2 |
|---|---|
| 5-th percentile | 35.9 |
| Q1 | 36.2 |
| median | 36.45 |
| Q3 | 36.7 |
| 95-th percentile | 37.265 |
| Maximum | 37.7 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.46582821 |
|---|---|
| Coefficient of variation (CV) | 0.012766614 |
| Kurtosis | 0.904937 |
| Mean | 36.488 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.028784237 |
| Sum | 1824.4 |
| Variance | 0.21699592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 36.7 | 7 | 3.9% |
| 36.4 | 7 | 3.9% |
| 36.5 | 5 | 2.8% |
| 36 | 4 | 2.2% |
| 36.3 | 4 | 2.2% |
| 36.1 | 3 | 1.7% |
| 36.2 | 3 | 1.7% |
| 36.8 | 3 | 1.7% |
| 37 | 3 | 1.7% |
| 35.9 | 2 | 1.1% |
| Other values (7) | 9 | 5.0% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 35.2 | 1 | 0.6% |
| 35.5 | 1 | 0.6% |
| 35.9 | 2 | 1.1% |
| 36 | 4 | |
| 36.1 | 3 | |
| 36.2 | 3 | |
| 36.3 | 4 | |
| 36.4 | 7 | |
| 36.5 | 5 | |
| 36.6 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 37.7 | 1 | 0.6% |
| 37.4 | 2 | 1.1% |
| 37.1 | 2 | 1.1% |
| 37 | 3 | |
| 36.9 | 1 | 0.6% |
| 36.8 | 3 | |
| 36.7 | 7 | |
| 36.6 | 1 | 0.6% |
| 36.5 | 5 | |
| 36.4 | 7 |
Patient ID
Real number (ℝ)
High correlation Unique
| Distinct | 179 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2207.7709 |
| Minimum | 1025 |
|---|---|
| Maximum | 5029 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1025 |
|---|---|
| 5-th percentile | 1104.9 |
| Q1 | 1347.5 |
| median | 2244 |
| Q3 | 3017.5 |
| 95-th percentile | 3194.3 |
| Maximum | 5029 |
| Range | 4004 |
| Interquartile range (IQR) | 1670 |
Descriptive statistics
| Standard deviation | 890.42719 |
|---|---|
| Coefficient of variation (CV) | 0.40331502 |
| Kurtosis | 1.2463502 |
| Mean | 2207.7709 |
| Median Absolute Deviation (MAD) | 868 |
| Skewness | 0.88405619 |
| Sum | 395191 |
| Variance | 792860.58 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1025 | 1 | 0.6% |
| 1058 | 1 | 0.6% |
| 1060 | 1 | 0.6% |
| 1063 | 1 | 0.6% |
| 1066 | 1 | 0.6% |
| 1099 | 1 | 0.6% |
| 1102 | 1 | 0.6% |
| 1103 | 1 | 0.6% |
| 1104 | 1 | 0.6% |
| 1105 | 1 | 0.6% |
| Other values (169) | 169 |
| Value | Count | Frequency (%) |
| 1025 | 1 | |
| 1058 | 1 | |
| 1060 | 1 | |
| 1063 | 1 | |
| 1066 | 1 | |
| 1099 | 1 | |
| 1102 | 1 | |
| 1103 | 1 | |
| 1104 | 1 | |
| 1105 | 1 |
| Value | Count | Frequency (%) |
| 5029 | 1 | |
| 5028 | 1 | |
| 5026 | 1 | |
| 5020 | 1 | |
| 5011 | 1 | |
| 5003 | 1 | |
| 3202 | 1 | |
| 3201 | 1 | |
| 3197 | 1 | |
| 3194 | 1 |
original_record_index
Real number (ℝ)
High correlation Unique
| Distinct | 179 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.01676 |
| Minimum | 0 |
|---|---|
| Maximum | 191 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.9 |
| Q1 | 52.5 |
| median | 102 |
| Q3 | 146.5 |
| 95-th percentile | 182.1 |
| Maximum | 191 |
| Range | 191 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 55.837593 |
|---|---|
| Coefficient of variation (CV) | 0.56392062 |
| Kurtosis | -1.1527571 |
| Mean | 99.01676 |
| Median Absolute Deviation (MAD) | 47 |
| Skewness | -0.13315843 |
| Sum | 17724 |
| Variance | 3117.8368 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.6% |
| 1 | 1 | 0.6% |
| 2 | 1 | 0.6% |
| 3 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 7 | 1 | 0.6% |
| 8 | 1 | 0.6% |
| 9 | 1 | 0.6% |
| Other values (169) | 169 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 191 | 1 | |
| 190 | 1 | |
| 189 | 1 | |
| 188 | 1 | |
| 187 | 1 | |
| 186 | 1 | |
| 185 | 1 | |
| 184 | 1 | |
| 183 | 1 | |
| 182 | 1 |
date
Date
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Clinical Study ID
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.8 KiB |
| Arm B | |
|---|---|
| Arm A | |
| Arm D | |
| Arm C | |
| Arm E |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Arm A |
|---|---|
| 2nd row | Arm B |
| 3rd row | Arm A |
| 4th row | Arm C |
| 5th row | Arm A |
Common Values
| Value | Count | Frequency (%) |
| Arm B | 39 | |
| Arm A | 36 | |
| Arm D | 36 | |
| Arm C | 35 | |
| Arm E | 33 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| arm | 179 | |
| b | 39 | 10.9% |
| a | 36 | 10.1% |
| d | 36 | 10.1% |
| c | 35 | 9.8% |
| e | 33 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 895 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 895 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 895 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Potassium (mEq/L)
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8128492 |
| Minimum | 3.5 |
|---|---|
| Maximum | 6.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 4.4 |
| median | 4.8 |
| Q3 | 5.1 |
| 95-th percentile | 5.9 |
| Maximum | 6.6 |
| Range | 3.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.60670619 |
|---|---|
| Coefficient of variation (CV) | 0.12605967 |
| Kurtosis | 0.32414825 |
| Mean | 4.8128492 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.53010157 |
| Sum | 861.5 |
| Variance | 0.3680924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4.7 | 16 | 8.9% |
| 4.9 | 15 | 8.4% |
| 4.8 | 15 | 8.4% |
| 4.3 | 13 | 7.3% |
| 4.4 | 11 | 6.1% |
| 4.6 | 10 | 5.6% |
| 5.1 | 10 | 5.6% |
| 5 | 9 | 5.0% |
| 5.2 | 9 | 5.0% |
| 4.1 | 8 | 4.5% |
| Other values (20) | 63 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.6% |
| 3.6 | 1 | 0.6% |
| 3.7 | 2 | 1.1% |
| 3.8 | 3 | 1.7% |
| 3.9 | 6 | |
| 4 | 2 | 1.1% |
| 4.1 | 8 | |
| 4.2 | 6 | |
| 4.3 | 13 | |
| 4.4 | 11 |
| Value | Count | Frequency (%) |
| 6.6 | 2 | 1.1% |
| 6.4 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 6.2 | 3 | |
| 6.1 | 1 | 0.6% |
| 5.9 | 3 | |
| 5.8 | 2 | 1.1% |
| 5.7 | 5 | |
| 5.6 | 3 | |
| 5.5 | 6 |
respiration rate
Real number (ℝ)
High correlation Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.94 |
| Minimum | 14 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 16 |
| median | 18 |
| Q3 | 19 |
| 95-th percentile | 21 |
| Maximum | 22 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8888502 |
|---|---|
| Coefficient of variation (CV) | 0.10528708 |
| Kurtosis | -0.05870419 |
| Mean | 17.94 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.023727412 |
| Sum | 897 |
| Variance | 3.5677551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 18 | 20 | 11.2% |
| 16 | 11 | 6.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 14 | 3 | 1.7% |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 14 | 3 | 1.7% |
| 16 | 11 | |
| 17 | 1 | 0.6% |
| 18 | 20 | |
| 19 | 4 | 2.2% |
| 20 | 7 | 3.9% |
| 21 | 2 | 1.1% |
| 22 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 18 | 20 | |
| 17 | 1 | 0.6% |
| 16 | 11 | |
| 14 | 3 | 1.7% |
Other measures of obesity
Real number (ℝ)
High correlation Missing
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.533794 |
| Minimum | 17.50639 |
|---|---|
| Maximum | 44.88645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 17.50639 |
|---|---|
| 5-th percentile | 18.452728 |
| Q1 | 20.78304 |
| median | 26.201519 |
| Q3 | 31.251109 |
| 95-th percentile | 37.077056 |
| Maximum | 44.88645 |
| Range | 27.38006 |
| Interquartile range (IQR) | 10.468069 |
Descriptive statistics
| Standard deviation | 6.2062204 |
|---|---|
| Coefficient of variation (CV) | 0.23389872 |
| Kurtosis | 0.15607854 |
| Mean | 26.533794 |
| Median Absolute Deviation (MAD) | 5.3291005 |
| Skewness | 0.61774767 |
| Sum | 1326.6897 |
| Variance | 38.517172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.82206598 | 1 | 0.6% |
| 18.57703725 | 1 | 0.6% |
| 19.82948189 | 1 | 0.6% |
| 25.30762167 | 1 | 0.6% |
| 32.84149014 | 1 | 0.6% |
| 17.50638983 | 1 | 0.6% |
| 31.31344905 | 1 | 0.6% |
| 31.63371488 | 1 | 0.6% |
| 39.1015625 | 1 | 0.6% |
| 28.20107249 | 1 | 0.6% |
| Other values (40) | 40 | 22.3% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 17.50638983 | 1 | |
| 18.18550568 | 1 | |
| 18.35102041 | 1 | |
| 18.57703725 | 1 | |
| 19.3452381 | 1 | |
| 19.43440083 | 1 | |
| 19.48696145 | 1 | |
| 19.82948189 | 1 | |
| 20.13045785 | 1 | |
| 20.18907226 | 1 |
| Value | Count | Frequency (%) |
| 44.88645024 | 1 | |
| 39.1015625 | 1 | |
| 38.28567281 | 1 | |
| 35.5998576 | 1 | |
| 33.60839609 | 1 | |
| 32.84149014 | 1 | |
| 32.63762972 | 1 | |
| 32.51027432 | 1 | |
| 32.12736204 | 1 | |
| 31.99217133 | 1 |
coordinate_source
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| JHB_EZIN_025 | |
|---|---|
| JHB_VIDA_008 | |
| JHB_SCHARP_006 | 4 |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 12.044693 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_VIDA_008 |
|---|---|
| 2nd row | JHB_VIDA_008 |
| 3rd row | JHB_VIDA_008 |
| 4th row | JHB_VIDA_008 |
| 5th row | JHB_VIDA_008 |
Common Values
| Value | Count | Frequency (%) |
| JHB_EZIN_025 | 122 | |
| JHB_VIDA_008 | 53 | |
| JHB_SCHARP_006 | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_ezin_025 | 122 | |
| jhb_vida_008 | 53 | |
| jhb_scharp_006 | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| Z | 122 | 5.7% |
| E | 122 | 5.7% |
| N | 122 | 5.7% |
| 2 | 122 | 5.7% |
| Other values (10) | 358 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2156 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| Z | 122 | 5.7% |
| E | 122 | 5.7% |
| N | 122 | 5.7% |
| 2 | 122 | 5.7% |
| Other values (10) | 358 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2156 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| Z | 122 | 5.7% |
| E | 122 | 5.7% |
| N | 122 | 5.7% |
| 2 | 122 | 5.7% |
| Other values (10) | 358 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2156 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| Z | 122 | 5.7% |
| E | 122 | 5.7% |
| N | 122 | 5.7% |
| 2 | 122 | 5.7% |
| Other values (10) | 358 |
primary_date_parsed
Date
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
HEAT_VULNERABILITY_SCORE
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.2 KiB |
| 0.0 | |
|---|---|
| 0.2624535785467304 |
Length
| Max length | 18 |
|---|---|
| Median length | 3 |
| Mean length | 7.1899441 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.2624535785467304 |
|---|---|
| 2nd row | 0.2624535785467304 |
| 3rd row | 0.2624535785467304 |
| 4th row | 0.2624535785467304 |
| 5th row | 0.2624535785467304 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 129 | |
| 0.2624535785467304 | 50 | 27.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 129 | |
| 0.2624535785467304 | 50 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1287 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1287 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1287 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
BMI (kg/m²)
Real number (ℝ)
High correlation Missing
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.533794 |
| Minimum | 17.50639 |
|---|---|
| Maximum | 44.88645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 17.50639 |
|---|---|
| 5-th percentile | 18.452728 |
| Q1 | 20.78304 |
| median | 26.201519 |
| Q3 | 31.251109 |
| 95-th percentile | 37.077056 |
| Maximum | 44.88645 |
| Range | 27.38006 |
| Interquartile range (IQR) | 10.468069 |
Descriptive statistics
| Standard deviation | 6.2062204 |
|---|---|
| Coefficient of variation (CV) | 0.23389872 |
| Kurtosis | 0.15607854 |
| Mean | 26.533794 |
| Median Absolute Deviation (MAD) | 5.3291005 |
| Skewness | 0.61774767 |
| Sum | 1326.6897 |
| Variance | 38.517172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.82206598 | 1 | 0.6% |
| 18.57703725 | 1 | 0.6% |
| 19.82948189 | 1 | 0.6% |
| 25.30762167 | 1 | 0.6% |
| 32.84149014 | 1 | 0.6% |
| 17.50638983 | 1 | 0.6% |
| 31.31344905 | 1 | 0.6% |
| 31.63371488 | 1 | 0.6% |
| 39.1015625 | 1 | 0.6% |
| 28.20107249 | 1 | 0.6% |
| Other values (40) | 40 | 22.3% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 17.50638983 | 1 | |
| 18.18550568 | 1 | |
| 18.35102041 | 1 | |
| 18.57703725 | 1 | |
| 19.3452381 | 1 | |
| 19.43440083 | 1 | |
| 19.48696145 | 1 | |
| 19.82948189 | 1 | |
| 20.13045785 | 1 | |
| 20.18907226 | 1 |
| Value | Count | Frequency (%) |
| 44.88645024 | 1 | |
| 39.1015625 | 1 | |
| 38.28567281 | 1 | |
| 35.5998576 | 1 | |
| 33.60839609 | 1 | |
| 32.84149014 | 1 | |
| 32.63762972 | 1 | |
| 32.51027432 | 1 | |
| 32.12736204 | 1 | |
| 31.99217133 | 1 |
Height (m)
Real number (ℝ)
High correlation Missing
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.681 |
| Minimum | 1.52 |
|---|---|
| Maximum | 1.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.52 |
|---|---|
| 5-th percentile | 1.559 |
| Q1 | 1.62 |
| median | 1.68 |
| Q3 | 1.75 |
| 95-th percentile | 1.79 |
| Maximum | 1.87 |
| Range | 0.35 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.080311892 |
|---|---|
| Coefficient of variation (CV) | 0.047776259 |
| Kurtosis | -0.52690869 |
| Mean | 1.681 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.19250412 |
| Sum | 84.05 |
| Variance | 0.00645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1.61 | 4 | 2.2% |
| 1.72 | 4 | 2.2% |
| 1.75 | 4 | 2.2% |
| 1.68 | 3 | 1.7% |
| 1.65 | 3 | 1.7% |
| 1.64 | 3 | 1.7% |
| 1.79 | 3 | 1.7% |
| 1.77 | 2 | 1.1% |
| 1.69 | 2 | 1.1% |
| 1.55 | 2 | 1.1% |
| Other values (16) | 20 | 11.2% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 1.52 | 1 | 0.6% |
| 1.55 | 2 | |
| 1.57 | 1 | 0.6% |
| 1.58 | 2 | |
| 1.59 | 1 | 0.6% |
| 1.6 | 1 | 0.6% |
| 1.61 | 4 | |
| 1.62 | 2 | |
| 1.63 | 2 | |
| 1.64 | 3 |
| Value | Count | Frequency (%) |
| 1.87 | 1 | 0.6% |
| 1.85 | 1 | 0.6% |
| 1.79 | 3 | |
| 1.78 | 1 | 0.6% |
| 1.77 | 2 | |
| 1.76 | 2 | |
| 1.75 | 4 | |
| 1.73 | 1 | 0.6% |
| 1.72 | 4 | |
| 1.71 | 1 | 0.6% |
Weight (kg)
Real number (ℝ)
High correlation Missing
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.736 |
| Minimum | 49.9 |
|---|---|
| Maximum | 117.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 49.9 |
|---|---|
| 5-th percentile | 50.85 |
| Q1 | 60.55 |
| median | 73.1 |
| Q3 | 84.9 |
| 95-th percentile | 107.7 |
| Maximum | 117.8 |
| Range | 67.9 |
| Interquartile range (IQR) | 24.35 |
Descriptive statistics
| Standard deviation | 17.108761 |
|---|---|
| Coefficient of variation (CV) | 0.22892262 |
| Kurtosis | -0.14569641 |
| Mean | 74.736 |
| Median Absolute Deviation (MAD) | 12.05 |
| Skewness | 0.57554181 |
| Sum | 3736.8 |
| Variance | 292.7097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 90 | 2 | 1.1% |
| 70.9 | 2 | 1.1% |
| 73.1 | 2 | 1.1% |
| 68.9 | 1 | 0.6% |
| 112.4 | 1 | 0.6% |
| 58.2 | 1 | 0.6% |
| 61.6 | 1 | 0.6% |
| 109.5 | 1 | 0.6% |
| 50 | 1 | 0.6% |
| 100.1 | 1 | 0.6% |
| Other values (37) | 37 | 20.7% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 49.9 | 1 | |
| 50 | 1 | |
| 50.4 | 1 | |
| 51.4 | 1 | |
| 53.8 | 1 | |
| 54.5 | 1 | |
| 54.6 | 1 | |
| 55 | 1 | |
| 56.2 | 1 | |
| 58.2 | 1 |
| Value | Count | Frequency (%) |
| 117.8 | 1 | |
| 112.4 | 1 | |
| 109.5 | 1 | |
| 105.5 | 1 | |
| 100.1 | 1 | |
| 97.3 | 1 | |
| 91.9 | 1 | |
| 90 | 2 | |
| 89.6 | 1 | |
| 88.4 | 1 |
Temperature (°C)
Real number (ℝ)
High correlation Missing
| Distinct | 17 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.488 |
| Minimum | 35.2 |
|---|---|
| Maximum | 37.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 35.2 |
|---|---|
| 5-th percentile | 35.9 |
| Q1 | 36.2 |
| median | 36.45 |
| Q3 | 36.7 |
| 95-th percentile | 37.265 |
| Maximum | 37.7 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.46582821 |
|---|---|
| Coefficient of variation (CV) | 0.012766614 |
| Kurtosis | 0.904937 |
| Mean | 36.488 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.028784237 |
| Sum | 1824.4 |
| Variance | 0.21699592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 36.7 | 7 | 3.9% |
| 36.4 | 7 | 3.9% |
| 36.5 | 5 | 2.8% |
| 36 | 4 | 2.2% |
| 36.3 | 4 | 2.2% |
| 36.1 | 3 | 1.7% |
| 36.2 | 3 | 1.7% |
| 36.8 | 3 | 1.7% |
| 37 | 3 | 1.7% |
| 35.9 | 2 | 1.1% |
| Other values (7) | 9 | 5.0% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 35.2 | 1 | 0.6% |
| 35.5 | 1 | 0.6% |
| 35.9 | 2 | 1.1% |
| 36 | 4 | |
| 36.1 | 3 | |
| 36.2 | 3 | |
| 36.3 | 4 | |
| 36.4 | 7 | |
| 36.5 | 5 | |
| 36.6 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 37.7 | 1 | 0.6% |
| 37.4 | 2 | 1.1% |
| 37.1 | 2 | 1.1% |
| 37 | 3 | |
| 36.9 | 1 | 0.6% |
| 36.8 | 3 | |
| 36.7 | 7 | |
| 36.6 | 1 | 0.6% |
| 36.5 | 5 | |
| 36.4 | 7 |
Heart rate (bpm)
Real number (ℝ)
High correlation Missing
| Distinct | 34 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78 |
| Minimum | 50 |
|---|---|
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 55.45 |
| Q1 | 70.25 |
| median | 76 |
| Q3 | 86 |
| 95-th percentile | 102.2 |
| Maximum | 110 |
| Range | 60 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 13.810673 |
|---|---|
| Coefficient of variation (CV) | 0.17705991 |
| Kurtosis | -0.15961177 |
| Mean | 78 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.20889091 |
| Sum | 3900 |
| Variance | 190.73469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 74 | 4 | 2.2% |
| 72 | 3 | 1.7% |
| 67 | 3 | 1.7% |
| 83 | 2 | 1.1% |
| 84 | 2 | 1.1% |
| 96 | 2 | 1.1% |
| 73 | 2 | 1.1% |
| 86 | 2 | 1.1% |
| 64 | 2 | 1.1% |
| 80 | 2 | 1.1% |
| Other values (24) | 26 | 14.5% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.6% |
| 51 | 1 | 0.6% |
| 55 | 1 | 0.6% |
| 56 | 1 | 0.6% |
| 60 | 1 | 0.6% |
| 63 | 1 | 0.6% |
| 64 | 2 | |
| 66 | 1 | 0.6% |
| 67 | 3 | |
| 70 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 96 | 2 | |
| 94 | 1 | |
| 91 | 1 | |
| 89 | 1 | |
| 88 | 1 |
Respiratory rate (breaths/min)
Real number (ℝ)
High correlation Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.94 |
| Minimum | 14 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 16 |
| median | 18 |
| Q3 | 19 |
| 95-th percentile | 21 |
| Maximum | 22 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8888502 |
|---|---|
| Coefficient of variation (CV) | 0.10528708 |
| Kurtosis | -0.05870419 |
| Mean | 17.94 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.023727412 |
| Sum | 897 |
| Variance | 3.5677551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 18 | 20 | 11.2% |
| 16 | 11 | 6.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 14 | 3 | 1.7% |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 14 | 3 | 1.7% |
| 16 | 11 | |
| 17 | 1 | 0.6% |
| 18 | 20 | |
| 19 | 4 | 2.2% |
| 20 | 7 | 3.9% |
| 21 | 2 | 1.1% |
| 22 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 18 | 20 | |
| 17 | 1 | 0.6% |
| 16 | 11 | |
| 14 | 3 | 1.7% |
Interactions
Correlations
| BMI (kg/m²) | Clinical Study ID | HEAT_VULNERABILITY_SCORE | Heart rate (bpm) | Height | Height (m) | Other measures of obesity | Patient ID | Potassium (mEq/L) | Respiratory rate (breaths/min) | Temperature (°C) | Weight (kg) | coordinate_source | heart rate | jhb_subregion | longitude | month | oral temperature | original_record_index | respiration rate | season | weight | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BMI (kg/m²) | 1.000 | 0.000 | 1.000 | 0.187 | -0.298 | -0.298 | 1.000 | -0.003 | 0.117 | 0.005 | -0.126 | 0.910 | 0.000 | 0.187 | 1.000 | 1.000 | -0.248 | -0.126 | -0.003 | 0.005 | 0.000 | 0.910 | 0.000 |
| Clinical Study ID | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.109 | 0.000 | 0.094 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 |
| HEAT_VULNERABILITY_SCORE | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.128 | 1.000 | 1.000 | 1.000 | 0.709 | 1.000 | 0.000 | 0.000 | 0.812 | 1.000 | 0.656 | 1.000 | 0.804 | 1.000 | 0.717 |
| Heart rate (bpm) | 0.187 | 0.000 | 1.000 | 1.000 | -0.140 | -0.140 | 0.187 | 0.017 | -0.275 | -0.020 | 0.294 | 0.123 | 0.000 | 1.000 | 1.000 | 1.000 | 0.084 | 0.294 | 0.017 | -0.020 | 0.000 | 0.123 | 0.000 |
| Height | -0.298 | 0.000 | 1.000 | -0.140 | 1.000 | 1.000 | -0.298 | 0.019 | 0.160 | -0.014 | -0.097 | 0.091 | 0.000 | -0.140 | 1.000 | 1.000 | 0.220 | -0.097 | 0.019 | -0.014 | 0.080 | 0.091 | 0.206 |
| Height (m) | -0.298 | 0.000 | 1.000 | -0.140 | 1.000 | 1.000 | -0.298 | 0.019 | 0.160 | -0.014 | -0.097 | 0.091 | 0.000 | -0.140 | 1.000 | 1.000 | 0.220 | -0.097 | 0.019 | -0.014 | 0.080 | 0.091 | 0.206 |
| Other measures of obesity | 1.000 | 0.000 | 1.000 | 0.187 | -0.298 | -0.298 | 1.000 | -0.003 | 0.117 | 0.005 | -0.126 | 0.910 | 0.000 | 0.187 | 1.000 | 1.000 | -0.248 | -0.126 | -0.003 | 0.005 | 0.000 | 0.910 | 0.000 |
| Patient ID | -0.003 | 1.000 | 1.000 | 0.017 | 0.019 | 0.019 | -0.003 | 1.000 | -0.013 | -0.386 | -0.138 | 0.015 | 1.000 | 0.017 | 1.000 | 1.000 | 0.106 | -0.138 | 1.000 | -0.386 | 1.000 | 0.015 | 1.000 |
| Potassium (mEq/L) | 0.117 | 0.109 | 0.128 | -0.275 | 0.160 | 0.160 | 0.117 | -0.013 | 1.000 | -0.020 | -0.268 | 0.182 | 0.000 | -0.275 | 0.000 | 0.000 | -0.055 | -0.268 | -0.013 | -0.020 | 0.132 | 0.182 | 0.058 |
| Respiratory rate (breaths/min) | 0.005 | 0.000 | 1.000 | -0.020 | -0.014 | -0.014 | 0.005 | -0.386 | -0.020 | 1.000 | 0.327 | 0.008 | 0.000 | -0.020 | 1.000 | 1.000 | -0.059 | 0.327 | -0.386 | 1.000 | 0.169 | 0.008 | 0.114 |
| Temperature (°C) | -0.126 | 0.094 | 1.000 | 0.294 | -0.097 | -0.097 | -0.126 | -0.138 | -0.268 | 0.327 | 1.000 | -0.142 | 0.000 | 0.294 | 1.000 | 1.000 | -0.288 | 1.000 | -0.138 | 0.327 | 0.218 | -0.142 | 0.253 |
| Weight (kg) | 0.910 | 0.062 | 1.000 | 0.123 | 0.091 | 0.091 | 0.910 | 0.015 | 0.182 | 0.008 | -0.142 | 1.000 | 0.229 | 0.123 | 1.000 | 1.000 | -0.193 | -0.142 | 0.015 | 0.008 | 0.302 | 1.000 | 0.228 |
| coordinate_source | 0.000 | 0.000 | 0.709 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.229 | 1.000 | 0.000 | 0.997 | 0.997 | 0.420 | 0.000 | 0.504 | 0.000 | 0.441 | 0.229 | 0.436 |
| heart rate | 0.187 | 0.000 | 1.000 | 1.000 | -0.140 | -0.140 | 0.187 | 0.017 | -0.275 | -0.020 | 0.294 | 0.123 | 0.000 | 1.000 | 1.000 | 1.000 | 0.084 | 0.294 | 0.017 | -0.020 | 0.000 | 0.123 | 0.000 |
| jhb_subregion | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.997 | 1.000 | 1.000 | 0.871 | 0.000 | 1.000 | 0.314 | 1.000 | 0.104 | 1.000 | 0.000 |
| longitude | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.997 | 1.000 | 0.871 | 1.000 | 0.000 | 1.000 | 0.314 | 1.000 | 0.104 | 1.000 | 0.000 |
| month | -0.248 | 0.000 | 0.812 | 0.084 | 0.220 | 0.220 | -0.248 | 0.106 | -0.055 | -0.059 | -0.288 | -0.193 | 0.420 | 0.084 | 0.000 | 0.000 | 1.000 | -0.288 | 0.106 | -0.059 | 0.960 | -0.193 | 0.980 |
| oral temperature | -0.126 | 0.094 | 1.000 | 0.294 | -0.097 | -0.097 | -0.126 | -0.138 | -0.268 | 0.327 | 1.000 | -0.142 | 0.000 | 0.294 | 1.000 | 1.000 | -0.288 | 1.000 | -0.138 | 0.327 | 0.218 | -0.142 | 0.253 |
| original_record_index | -0.003 | 0.000 | 0.656 | 0.017 | 0.019 | 0.019 | -0.003 | 1.000 | -0.013 | -0.386 | -0.138 | 0.015 | 0.504 | 0.017 | 0.314 | 0.314 | 0.106 | -0.138 | 1.000 | -0.386 | 0.590 | 0.015 | 0.456 |
| respiration rate | 0.005 | 0.000 | 1.000 | -0.020 | -0.014 | -0.014 | 0.005 | -0.386 | -0.020 | 1.000 | 0.327 | 0.008 | 0.000 | -0.020 | 1.000 | 1.000 | -0.059 | 0.327 | -0.386 | 1.000 | 0.169 | 0.008 | 0.114 |
| season | 0.000 | 0.000 | 0.804 | 0.000 | 0.080 | 0.080 | 0.000 | 1.000 | 0.132 | 0.169 | 0.218 | 0.302 | 0.441 | 0.000 | 0.104 | 0.104 | 0.960 | 0.218 | 0.590 | 0.169 | 1.000 | 0.302 | 0.901 |
| weight | 0.910 | 0.062 | 1.000 | 0.123 | 0.091 | 0.091 | 0.910 | 0.015 | 0.182 | 0.008 | -0.142 | 1.000 | 0.229 | 0.123 | 1.000 | 1.000 | -0.193 | -0.142 | 0.015 | 0.008 | 0.302 | 1.000 | 0.228 |
| year | 0.000 | 0.000 | 0.717 | 0.000 | 0.206 | 0.206 | 0.000 | 1.000 | 0.058 | 0.114 | 0.253 | 0.228 | 0.436 | 0.000 | 0.000 | 0.000 | 0.980 | 0.253 | 0.456 | 0.114 | 0.901 | 0.228 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| anonymous_patient_id | primary_date | year | month | season | longitude | jhb_subregion | heart rate | weight | Height | oral temperature | Patient ID | original_record_index | date | Clinical Study ID | Potassium (mEq/L) | respiration rate | Other measures of obesity | coordinate_source | primary_date_parsed | HEAT_VULNERABILITY_SCORE | BMI (kg/m²) | Height (m) | Weight (kg) | Temperature (°C) | Heart rate (bpm) | Respiratory rate (breaths/min) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2779 | HEAT_86780BEB8207 | 2020-10-15 | 2020 | 10 | Spring | 28.0473 | Central_JHB | 83.0 | 58.2 | 1.77 | 36.5 | 1025 | 0.0 | 2020-10-15 | Arm A | 3.5 | 20.0 | 18.577037 | JHB_VIDA_008 | 2020-10-15 | 0.262454 | 18.577037 | 1.77 | 58.2 | 36.5 | 83.0 | 20.0 |
| 2780 | HEAT_E41FAC8BEC53 | 2020-10-28 | 2020 | 10 | Spring | 28.0473 | Central_JHB | 72.0 | 61.6 | 1.72 | 36.1 | 1058 | 1.0 | 2020-10-28 | Arm B | 4.6 | 22.0 | 20.822066 | JHB_VIDA_008 | 2020-10-28 | 0.262454 | 20.822066 | 1.72 | 61.6 | 36.1 | 72.0 | 22.0 |
| 2781 | HEAT_4FB589B26473 | 2020-10-29 | 2020 | 10 | Spring | 28.0473 | Central_JHB | 84.0 | 60.0 | 1.64 | 36.3 | 1060 | 2.0 | 2020-10-29 | Arm A | 4.9 | 19.0 | 22.308150 | JHB_VIDA_008 | 2020-10-29 | 0.262454 | 22.308150 | 1.64 | 60.0 | 36.3 | 84.0 | 19.0 |
| 2782 | HEAT_B5EFC15EA0E1 | 2020-11-04 | 2020 | 11 | Spring | 28.0473 | Central_JHB | 74.0 | 51.4 | 1.61 | 36.7 | 1063 | 3.0 | 2020-11-04 | Arm C | 4.3 | 19.0 | 19.829482 | JHB_VIDA_008 | 2020-11-04 | 0.262454 | 19.829482 | 1.61 | 51.4 | 36.7 | 74.0 | 19.0 |
| 2783 | HEAT_AE8DDF94E146 | 2020-11-05 | 2020 | 11 | Spring | 28.0473 | Central_JHB | 105.0 | 68.9 | 1.65 | 37.1 | 1066 | 4.0 | 2020-11-05 | Arm A | 4.7 | 20.0 | 25.307622 | JHB_VIDA_008 | 2020-11-05 | 0.262454 | 25.307622 | 1.65 | 68.9 | 37.1 | 105.0 | 20.0 |
| 2784 | HEAT_A8D62C35DE7E | 2020-12-09 | 2020 | 12 | Summer | 28.0473 | Central_JHB | 96.0 | 112.4 | 1.85 | 36.3 | 1099 | 5.0 | 2020-12-09 | Arm B | 4.9 | 18.0 | 32.841490 | JHB_VIDA_008 | 2020-12-09 | 0.262454 | 32.841490 | 1.85 | 112.4 | 36.3 | 96.0 | 18.0 |
| 2785 | HEAT_B9673D69ADED | 2020-12-11 | 2020 | 12 | Summer | 28.0473 | Central_JHB | 64.0 | 50.0 | 1.69 | 37.0 | 1102 | 6.0 | 2020-12-11 | Arm E | 4.4 | 19.0 | 17.506390 | JHB_VIDA_008 | 2020-12-11 | 0.262454 | 17.506390 | 1.69 | 50.0 | 37.0 | 64.0 | 19.0 |
| 2786 | HEAT_3B7CBB8CBF9D | 2020-12-15 | 2020 | 12 | Summer | 28.0473 | Central_JHB | 50.0 | 109.5 | 1.87 | 36.2 | 1103 | 7.0 | 2020-12-15 | Arm D | 4.9 | 18.0 | 31.313449 | JHB_VIDA_008 | 2020-12-15 | 0.262454 | 31.313449 | 1.87 | 109.5 | 36.2 | 50.0 | 18.0 |
| 2787 | HEAT_8D23552D6ADD | 2021-01-05 | 2021 | 1 | Summer | 28.0473 | Central_JHB | 80.0 | 76.0 | 1.55 | 36.4 | 1104 | 8.0 | 2021-01-05 | Arm B | 4.4 | 19.0 | 31.633715 | JHB_VIDA_008 | 2021-01-05 | 0.262454 | 31.633715 | 1.55 | 76.0 | 36.4 | 80.0 | 19.0 |
| 2788 | HEAT_55DCD595BB95 | 2021-01-05 | 2021 | 1 | Summer | 28.0473 | Central_JHB | 70.0 | 100.1 | 1.60 | 36.3 | 1105 | 9.0 | 2021-01-05 | Arm C | 4.1 | 20.0 | 39.101562 | JHB_VIDA_008 | 2021-01-05 | 0.262454 | 39.101562 | 1.60 | 100.1 | 36.3 | 70.0 | 20.0 |
| anonymous_patient_id | primary_date | year | month | season | longitude | jhb_subregion | heart rate | weight | Height | oral temperature | Patient ID | original_record_index | date | Clinical Study ID | Potassium (mEq/L) | respiration rate | Other measures of obesity | coordinate_source | primary_date_parsed | HEAT_VULNERABILITY_SCORE | BMI (kg/m²) | Height (m) | Weight (kg) | Temperature (°C) | Heart rate (bpm) | Respiratory rate (breaths/min) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2948 | HEAT_E02B5241C57E | 2021-06-15 | 2021 | 6 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 3194 | 182.0 | 2021-06-15 | Arm B | 4.2 | NaN | NaN | JHB_EZIN_025 | 2021-06-15 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2949 | HEAT_26FBD811F208 | 2021-06-16 | 2021 | 6 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 3197 | 183.0 | 2021-06-16 | Arm B | 5.1 | NaN | NaN | JHB_EZIN_025 | 2021-06-16 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2950 | HEAT_43B3F6946922 | 2021-07-01 | 2021 | 7 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 3201 | 184.0 | 2021-07-01 | Arm E | 4.7 | NaN | NaN | JHB_EZIN_025 | 2021-07-01 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2951 | HEAT_B0E4C1B63201 | 2021-07-01 | 2021 | 7 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 3202 | 185.0 | 2021-07-01 | Arm D | 3.8 | NaN | NaN | JHB_EZIN_025 | 2021-07-01 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2952 | HEAT_1CB8262A3659 | 2021-05-13 | 2021 | 5 | Autumn | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5003 | 186.0 | 2021-05-13 | Arm A | 5.6 | NaN | NaN | JHB_VIDA_008 | 2021-05-13 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2953 | HEAT_AB87EF45A7AF | 2021-05-20 | 2021 | 5 | Autumn | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5011 | 187.0 | 2021-05-20 | Arm B | 4.3 | NaN | NaN | JHB_VIDA_008 | 2021-05-20 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2954 | HEAT_DC75B74260C7 | 2021-05-27 | 2021 | 5 | Autumn | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5020 | 188.0 | 2021-05-27 | Arm D | 4.7 | NaN | NaN | JHB_VIDA_008 | 2021-05-27 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2955 | HEAT_680F24B76D61 | 2021-06-08 | 2021 | 6 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5026 | 189.0 | 2021-06-08 | Arm E | 5.7 | NaN | NaN | JHB_VIDA_008 | 2021-06-08 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2956 | HEAT_94FAE7682378 | 2021-06-08 | 2021 | 6 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5028 | 190.0 | 2021-06-08 | Arm A | 5.4 | NaN | NaN | JHB_VIDA_008 | 2021-06-08 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2957 | HEAT_3044CB8D5B85 | 2021-06-08 | 2021 | 6 | Winter | 28.0473 | Central_JHB | NaN | NaN | NaN | NaN | 5029 | 191.0 | 2021-06-08 | Arm C | 4.9 | NaN | NaN | JHB_VIDA_008 | 2021-06-08 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |